{"id":"W3164546521","doi":"10.1145/3453928","title":"The SPACE of developer productivity","year":2021,"lang":"en","type":"article","venue":"Communications of the ACM","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Productivity; Space (punctuation); Computer science; Operating system; Economics; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02611691,0.001580342,0.001396908,0.005178216,0.009673587,0.04414994,0.002654395,0.004288394,0.02690259],"category_scores_gemma":[0.08914704,0.001168702,0.0009046661,0.004536333,0.02871544,0.04724142,0.01709275,0.007282497,0.00868546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007398223,"about_ca_system_score_gemma":0.01186891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002969327,"about_ca_topic_score_gemma":0.002101459,"domain_scores_codex":[0.9608271,0.02191985,0.001362976,0.003941169,0.008731933,0.003217023],"domain_scores_gemma":[0.8872508,0.06819624,0.005529127,0.0136338,0.01471256,0.01067735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001944593,0.00005843545,0.003362645,0.0006227542,0.00008270512,0.0003795711,0.02189209,0.0004384183,0.0007528818,0.7431124,0.1009041,0.1281994],"study_design_scores_gemma":[0.00006865257,0.0001070974,0.001818111,0.0008309694,0.00004316122,0.0003902561,0.01944782,0.000730985,0.000786847,0.5756156,0.4000824,0.00007814861],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03630674,0.04032357,0.08151491,0.3809801,0.01047808,0.0001029908,0.0005260945,0.002235799,0.4475317],"genre_scores_gemma":[0.878233,0.01429561,0.01536588,0.01312568,0.006016486,0.0003215758,0.0001971773,0.002052287,0.07039236],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04414994,"threshold_uncertainty_score":0.1381211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06923396408289774,"score_gpt":0.2982868364574883,"score_spread":0.2290528723745906,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}